Active Operator Learning with Predictive Uncertainty Quantification for Partial Differential Equations
Winovich et al. · arXiv 2025 · Design & trust
What it does
Cheap predictive uncertainty for operator networks, used to choose the next simulations.
Why it matters
Spends the simulation budget where the surrogate is unsure.